Vehicle IQ Media Processing Engine
Real-time monitoring for vehicle image processing & automated quality checks
Total Uploads
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Async Queue Storage
Processing
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0 pending · 0 active worker
Completed
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Failed / Flagged
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Isolated error handling
Recent Ingestion Stream
Latest vehicle images processed asynchronously
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Integrated Analyzer Engine (6 Checks)
Isolated execution with deterministic fallbacks & heuristic validation
1. Blur Detection
Sharp Laplacian 3x3 convolution with 5x5 matrix fallback
2. Brightness Analysis
Mean luminance inspection with RGB luminance sampling fallback
3. Duplicate Hash
64-bit dHash perceptual hashing with Hamming distance query
4. OCR & Plate Validation
Tesseract.js engine + Indian vehicle plate fuzzy regex correction
5. Dimension Bounds
Sharp resolution bounds, megapixel count & aspect ratio checks
6. EXIF Metadata
ExifReader inspection for camera make, GPS, software & anomalies